Questions tagged [state-representations]

I am studying reinforcement learning and the variants of it. I am starting to get an understanding of how the algorithms work and how they apply to an MDP. What I don't understand is the process of defining the states of the MDP. In most examples…

I've been reading a lot about TD-Gammon recently as I'm exploring options for AI in a video game I'm making. The video game is a turn-based positional sort of game, i.e. a "units", or game piece's, position will greatly impact its usefulness in that…

I implemented Q-learning to solve a specific maze. However, it doesn't solve other mazes. How could my Q-learning agent be able to generalize to other mazes?

I am using Q-learning in julia language. Because of the solver’s configuration, actions have to be defined as the whole action space and impossible actions have to be also considered. It means that I can't use a function that, given a state, returns…